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README.md

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-license: apache-2.0
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+license: apache-2.0
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+
+As disappointing at this is, **I could not converge the geolip-svd-transformer yet**.
+
+I have NOT given up this structure. I am expanding the entire differentiation underlying the system.
+
+I have begun a heavy series of sweeps to test huge amounts of synthetic shapes, structural variances, coloration differentiations, and structural variants
+in a series of intended pretrain convergences that will manifest into the synthetic pixel solver structure.
+
+These weight sets will begin in notebook form, and evolve into structural SVD weight infusions that will intentionally
+amplify learning speed to introduce huge amounts of potential autosolving encoder structures intentionally targeting
+very very small sizes.
+
+INTENTIONALLY small. These are going to be imperfect, but there will be MANY OPTIONS.
+
+The "auto" spectrum will have a series of prefabricated "init" spectrums, intentionally meant to allow
+skipping huge amounts of early pretraining using organized spectral attuned SVD attenuation mechanisms.
+
+There will be multiple capable patchworks, multiple capable potentials, and multiple capable substructure options
+each with their own benefits, own negatives, and own convergence speeds.
+
+The goal here, is to synthetic shape expand the structural invariance of systems like this, to introduce
+prefabricated utility-driven patchworks using SVD as a catalyst.